“Damn it!” cried the woman in the leather jacket, as she crushed her phone. The message she'd sent was "I hate my boss" and she had sent it to him, the boss. It was supposed to be sent to her friend, to vent about the day's stress.

She threw the crushed phone into the trash, her breath coming in short, sharp bursts. She could feel the heat prickling at the back of her neck. She marched over to the punching bag in the corner of her apartment and began to pummel it relentlessly, each blow filled with raw frustration and the weight of her predicament.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256